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  1. 016 namely CLEVER, which is augmentation-free 017 and mitigates biases on the inference stage. 018 Specifically, we train a claim-evidence fusion 019 model and a claim-only model …

  2. Alias-Free Mamba Neural Operator - OpenReview

    Sep 25, 2024 · Functionally, MambaNO achieves a clever balance between global integration, facilitated by state space model of Mamba that scans the entire function, and local integration, …

  3. Weakly-Supervised Affordance Grounding Guided by Part-Level...

    Jan 22, 2025 · In this work, we focus on the task of weakly supervised affordance grounding, where a model is trained to identify affordance regions on objects using human-object …

  4. DEBERTA: DECODING-ENHANCED BERT WITH …

    Jan 12, 2021 · Recent progress in pre-trained neural language models has significantly improved the performance of many natural language processing (NLP) tasks. In this paper we propose a …

  5. LLaVA-OneVision: Easy Visual Task Transfer - OpenReview

    Feb 9, 2025 · We present LLaVA-OneVision, a family of open large multimodal models (LMMs) developed by consolidating our insights into data, models, and visual representations in the …

  6. Thieves on Sesame Street! Model Extraction of BERT-based APIs

    Finally, we study two defense strategies against model extraction—membership classification and API watermarking—which while successful against some adversaries can also be …

  7. Measuring Mathematical Problem Solving With the MATH Dataset

    Oct 18, 2021 · To find the limits of Transformers, we collected 12,500 math problems. While a three-time IMO gold medalist got 90%, GPT-3 models got ~5%, with accuracy increasing slowly.

  8. Reasoning of Large Language Models over Knowledge Graphs …

    Jan 22, 2025 · While large language models (LLMs) have made significant progress in processing and reasoning over knowledge graphs, current methods suffer from a high non-retrieval rate.

  9. Eureka: Human-Level Reward Design via Coding Large …

    Jan 16, 2024 · Large Language Models (LLMs) have excelled as high-level semantic planners for sequential decision-making tasks. However, harnessing them to learn complex low-level …

  10. Diffusion Generative Modeling for Spatially Resolved Gene...

    Jan 22, 2025 · Spatial Transcriptomics (ST) allows a high-resolution measurement of RNA sequence abundance by systematically connecting cell morphology depicted in Hematoxylin …

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